1
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Kim B. Ecological System Levels of Risk Factors for Intimate Partner Homicide Perpetration and Victimization: A Three-Level Meta-analysis. TRAUMA, VIOLENCE & ABUSE 2023; 24:2082-2096. [PMID: 35260002 DOI: 10.1177/15248380221082154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
This study aims to identify, through an advanced three-level meta-analytic approach, the predictive validity of the different ecological systems for IPH perpetration and victimization relative to IPV, other homicides, IPH followed by suicide, and non-abused control groups. Twenty-nine studies were included, with 473 effect sizes in a unique population of 16,237. Each factor was classified into one of three ecological systems: ontogenetic, microsystem, and exosystem. The results revealed that the impact of each ecological system on the likelihood of IPH varies depending on the offender/victim gender and the comparison groups. Specifically, the largest odds ratios for intimate partner femicide (IPF) perpetration/victimization versus IPV were found at the microsystem level as well as IPF victimization versus non-abused group at the ontogenetic level of risk factors. Moderator analyses showed that the difference between male IPH and IPV perpetrators in the effect of the microsystem level of risk factors is explained in part by a set of cultural values and beliefs toward equality. We then discuss the present results' implications for risk assessment and the prevention/treatment of IPH perpetration and victimization, as well as future research.
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Affiliation(s)
- Bitna Kim
- Department of Criminology and Criminal Justice, Indiana University of Pennsylvania, PA, USA
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2
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Transparency of reporting practices in quantitative field studies: The transparency sweet spot for article citations. J Informetr 2023. [DOI: 10.1016/j.joi.2023.101396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2023]
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3
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Joo M, Lee J, Kong DT, Jolly PM. Gender diversity advantage at middle management: Implications for high performance work system improvement and organizational performance. HUMAN RESOURCE MANAGEMENT 2022. [DOI: 10.1002/hrm.22159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Min‐Kyu Joo
- Discipline of Organisational Studies University of Sydney Business School, University of Sydney Sydney Australia
| | - Jeong‐Yeon Lee
- Department of Management School of Business, Seoul National University Seoul South Korea
| | - Dejun Tony Kong
- Division of Organizational Leadership and Information Analytics Leeds School of Business, University of Colorado Boulder Colorado USA
| | - Phillip M. Jolly
- Hospitality Management College of Health and Human Development Pennsylvania State University University Park Pennsylvania USA
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4
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Does it work? Using a Meta-Impact score to examine global effects in quasi-experimental intervention studies. PLoS One 2022; 17:e0265312. [PMID: 35298519 PMCID: PMC8929616 DOI: 10.1371/journal.pone.0265312] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 02/28/2022] [Indexed: 11/29/2022] Open
Abstract
The evaluation of applied psychological interventions in the workplace or elsewhere is challenging. Randomisation and matching are difficult to achieve and this often results in substantial heterogeneity within intervention and control groups. As a result, traditional comparison of group means using null hypothesis significance testing may mask effects experienced by some participants. Using longitudinal studies of coaching interventions designed to provide support for dyslexic employees, this study describes and evaluates a different approach using a Meta-Impact score. We offer a conceptual rationale for our method, illustrate how this score is calculated and analysed, and show how it highlights person-specific variations in how participants react and respond to interventions. We argue that Meta-Impact is an incremental supplement to traditional variable-centric group-wise comparisons and can more accurately demonstrate in practice the extent to which an intervention worked. Such methods are needed for applied research, where personalized intervention protocols may require impact analysis for policy, legal and ethical purposes, despite modest sample sizes.
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Abstract
To the complex question of “What is the number one issue on which we should focus as producers, evaluators, and consumers of research?” our simple and blunt answer is: It's the theory, stupid. Accordingly, we offer guidance on how to produce, test, and use theory by answering the following questions: (1) Why is theory so critical and for whom? (2) What does a good theory look like? (3) What does it mean to have too much or too many theories? (4) When don’t we need a theory? (5) How does falsification work with theory? and (6) Is good theory compatible with current publication pressures? Our answers are useful to current and future scholars and journal editors and reviewers, as well as consumers of research including other researchers, organization decision makers, and policy makers, and other stakeholders in the theory production and testing process including deans and other university administrators.
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Affiliation(s)
- Herman Aguinis
- Department of Management, The George Washington University
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6
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Kurz K, Bock C, Knodt M, Stöckl A. A Friend in Need Is a Friend Indeed? Analysis of the Willingness to Share Self-Produced Electricity During a Long-lasting Power Outage. SCHMALENBACHS ZEITSCHRIFT FUR BETRIEBSWIRTSCHAFTLICHE FORSCHUNG = SCHMALENBACH JOURNAL OF BUSINESS RESEARCH 2022; 74:727-761. [PMID: 36531150 PMCID: PMC9735181 DOI: 10.1007/s41471-022-00148-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Accepted: 10/17/2022] [Indexed: 12/13/2022]
Abstract
Will private households owning a photovoltaic system share their electricity during a long-lasting power outage? Prior research has shown that our energy systems need to become more resilient by using dispersed energy sources-a role that could well be performed by these private photovoltaic systems, but only if their owners decide to share the produced electricity, and not consume it themselves. Considering the potential of this approach, it is indispensable to better understand incentives and motives that facilitate such cooperative behaviour. Drawing on theories of social dilemmas as well as prosocial behaviour, we hypothesize that both, structural solutions such as increased rewards as well as individual motives such as empathy-elicited altruism and norms predict cooperation. We test these hypotheses against a dataset of 80 households in Germany which were asked about their sharing behaviour towards four different recipient groups. We show that the effectiveness of motives differs significantly across recipient groups: Individual (intrinsic) motivations such as empathy-elicited altruism and altruistic norms serve as a strong predictor for cooperative behaviour towards related recipients as well as critical infrastructure, whereas higher rewards partially even reduce cooperation depending on the donor's social value orientation. For the recipient groups neighbours and public infrastructure, no significant effect for any of the tested incentives is found. Contributing to literature on social dilemmas and energy resilience, these results demonstrate the relevance of individual rather than structural incentives for electricity sharing during a power outage to render our energy provision more resilient. Practical implications for policymakers are given.
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Affiliation(s)
- Konstantin Kurz
- Chair of Entrepreneurship, Department of Law and Economics, Technical University of Darmstadt, Hochschulstr. 1, 64289 Darmstadt, Germany
| | - Carolin Bock
- Chair of Entrepreneurship, Department of Law and Economics, Technical University of Darmstadt, Hochschulstr. 1, 64289 Darmstadt, Germany
| | - Michèle Knodt
- Institute of Political Science, Department of History and Social Sciences, Technical University of Darmstadt, Landwehrstraße 50A, 64293 Darmstadt, Germany
| | - Anna Stöckl
- Institute of Political Science, Department of History and Social Sciences, Technical University of Darmstadt, Landwehrstraße 50A, 64293 Darmstadt, Germany
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7
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Many forces at play: Ethical dilemmas in academic research. INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY-PERSPECTIVES ON SCIENCE AND PRACTICE 2021. [DOI: 10.1017/iop.2021.75] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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8
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Schweinsberg M, Feldman M, Staub N, van den Akker OR, van Aert RC, van Assen MA, Liu Y, Althoff T, Heer J, Kale A, Mohamed Z, Amireh H, Venkatesh Prasad V, Bernstein A, Robinson E, Snellman K, Amy Sommer S, Otner SM, Robinson D, Madan N, Silberzahn R, Goldstein P, Tierney W, Murase T, Mandl B, Viganola D, Strobl C, Schaumans CB, Kelchtermans S, Naseeb C, Mason Garrison S, Yarkoni T, Richard Chan C, Adie P, Alaburda P, Albers C, Alspaugh S, Alstott J, Nelson AA, Ariño de la Rubia E, Arzi A, Bahník Š, Baik J, Winther Balling L, Banker S, AA Baranger D, Barr DJ, Barros-Rivera B, Bauer M, Blaise E, Boelen L, Bohle Carbonell K, Briers RA, Burkhard O, Canela MA, Castrillo L, Catlett T, Chen O, Clark M, Cohn B, Coppock A, Cugueró-Escofet N, Curran PG, Cyrus-Lai W, Dai D, Valentino Dalla Riva G, Danielsson H, Russo RDF, de Silva N, Derungs C, Dondelinger F, Duarte de Souza C, Tyson Dube B, Dubova M, Mark Dunn B, Adriaan Edelsbrunner P, Finley S, Fox N, Gnambs T, Gong Y, Grand E, Greenawalt B, Han D, Hanel PH, Hong AB, Hood D, Hsueh J, Huang L, Hui KN, Hultman KA, Javaid A, Ji Jiang L, Jong J, Kamdar J, Kane D, Kappler G, Kaszubowski E, Kavanagh CM, Khabsa M, Kleinberg B, et alSchweinsberg M, Feldman M, Staub N, van den Akker OR, van Aert RC, van Assen MA, Liu Y, Althoff T, Heer J, Kale A, Mohamed Z, Amireh H, Venkatesh Prasad V, Bernstein A, Robinson E, Snellman K, Amy Sommer S, Otner SM, Robinson D, Madan N, Silberzahn R, Goldstein P, Tierney W, Murase T, Mandl B, Viganola D, Strobl C, Schaumans CB, Kelchtermans S, Naseeb C, Mason Garrison S, Yarkoni T, Richard Chan C, Adie P, Alaburda P, Albers C, Alspaugh S, Alstott J, Nelson AA, Ariño de la Rubia E, Arzi A, Bahník Š, Baik J, Winther Balling L, Banker S, AA Baranger D, Barr DJ, Barros-Rivera B, Bauer M, Blaise E, Boelen L, Bohle Carbonell K, Briers RA, Burkhard O, Canela MA, Castrillo L, Catlett T, Chen O, Clark M, Cohn B, Coppock A, Cugueró-Escofet N, Curran PG, Cyrus-Lai W, Dai D, Valentino Dalla Riva G, Danielsson H, Russo RDF, de Silva N, Derungs C, Dondelinger F, Duarte de Souza C, Tyson Dube B, Dubova M, Mark Dunn B, Adriaan Edelsbrunner P, Finley S, Fox N, Gnambs T, Gong Y, Grand E, Greenawalt B, Han D, Hanel PH, Hong AB, Hood D, Hsueh J, Huang L, Hui KN, Hultman KA, Javaid A, Ji Jiang L, Jong J, Kamdar J, Kane D, Kappler G, Kaszubowski E, Kavanagh CM, Khabsa M, Kleinberg B, Kouros J, Krause H, Krypotos AM, Lavbič D, Ling Lee R, Leffel T, Yang Lim W, Liverani S, Loh B, Lønsmann D, Wei Low J, Lu A, MacDonald K, Madan CR, Hjorth Madsen L, Maimone C, Mangold A, Marshall A, Ester Matskewich H, Mavon K, McLain KL, McNamara AA, McNeill M, Mertens U, Miller D, Moore B, Moore A, Nantz E, Nasrullah Z, Nejkovic V, Nell CS, Arthur Nelson A, Nilsonne G, Nolan R, O'Brien CE, O'Neill P, O'Shea K, Olita T, Otterbacher J, Palsetia D, Pereira B, Pozdniakov I, Protzko J, Reyt JN, Riddle T, (Akmal) Ridhwan Omar Ali A, Ropovik I, Rosenberg JM, Rothen S, Schulte-Mecklenbeck M, Sharma N, Shotwell G, Skarzynski M, Stedden W, Stodden V, Stoffel MA, Stoltzman S, Subbaiah S, Tatman R, Thibodeau PH, Tomkins S, Valdivia A, Druijff-van de Woestijne GB, Viana L, Villesèche F, Duncan Wadsworth W, Wanders F, Watts K, Wells JD, Whelpley CE, Won A, Wu L, Yip A, Youngflesh C, Yu JC, Zandian A, Zhang L, Zibman C, Luis Uhlmann E. Same data, different conclusions: Radical dispersion in empirical results when independent analysts operationalize and test the same hypothesis. ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES 2021. [DOI: 10.1016/j.obhdp.2021.02.003] [Show More Authors] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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9
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Aguinis H, Vassar M, Wayant C. On reporting and interpreting statistical significance and p values in medical research. BMJ Evid Based Med 2021; 26:39-42. [PMID: 31732498 PMCID: PMC8005799 DOI: 10.1136/bmjebm-2019-111264] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/14/2019] [Indexed: 11/29/2022]
Affiliation(s)
- Herman Aguinis
- Management, The George Washington University, Washington, District of Columbia, USA
| | - Matt Vassar
- Psychiatry and Behavioral Sciences, Oklahoma State University Center for Health Sciences, Tulsa, Oklahoma, USA
| | - Cole Wayant
- Psychiatry and Behavioral Sciences, Oklahoma State University Center for Health Sciences, Tulsa, Oklahoma, USA
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10
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Zafar R, Abid G, Rehmat M, Ali M, Hassan Q, Asif MF. So hard to say goodbye: impact of punitive supervision on turnover intention. TOTAL QUALITY MANAGEMENT & BUSINESS EXCELLENCE 2021. [DOI: 10.1080/14783363.2021.1882844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
- Rabbia Zafar
- School of Business Administration, National College of Business Administration & Economics, Lahore, Pakistan
| | - Ghulam Abid
- School of Business Administration, National College of Business Administration & Economics, Lahore, Pakistan
- School of Business Administration, Kinnaird College for Women, Lahore, Pakistan
| | - Maryam Rehmat
- School of Business Administration, Kinnaird College for Women, Lahore, Pakistan
| | - Muhammad Ali
- Institute of Business Administration, University of the Punjab, Lahore, Pakistan
| | - Qandeel Hassan
- School of Business Administration, National College of Business Administration & Economics, Lahore, Pakistan
| | - Muhammad Farhan Asif
- School of Business Administration, National College of Business Administration & Economics, Lahore, Pakistan
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11
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Actionable recommendations for narrowing the science-practice gap in open science. ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES 2020. [DOI: 10.1016/j.obhdp.2020.02.007] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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12
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Kolpikova EP, Chen DC, Doherty JH. Does the Format of Preclass Reading Quizzes Matter? An Evaluation of Traditional and Gamified, Adaptive Preclass Reading Quizzes. CBE LIFE SCIENCES EDUCATION 2019; 18:ar52. [PMID: 31622168 PMCID: PMC6812576 DOI: 10.1187/cbe.19-05-0098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 08/05/2019] [Accepted: 08/23/2019] [Indexed: 06/01/2023]
Abstract
Preclass reading quizzes (RQs) have been shown to enhance student performance. Many instructors implementing evidence-based teaching assign preclass RQs to ensure their students are prepared to engage in class activities. Textbook companies now offer a gamified, adaptive-learning RQ format. In these RQs, students answer point-valued questions until they reach a threshold. If students answer incorrectly, the question decreases in point value on the next attempt. These RQs also give students who answer questions incorrectly more questions on that topic and direct students to sections of a textbook they need to review. We assessed the impact of gamified, adaptive preclass RQs compared with more traditional preclass RQs on in-class RQs and course exam performance as well as students' perceptions of RQs. Students in the gamified, adaptive treatment performed equally compared with students in the traditional, static treatment on in-class RQs and course exams. While students in the gamified, adaptive treatment did have a more positive perception of preclass RQs, this factor explained less than 3% of the variation in RQ perception. Our findings suggest that instructors should verify that gamified, adaptive technologies impact student learning in their course before integrating them into their course and asking students to pay for them.
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Affiliation(s)
| | - Derek C. Chen
- Department of Biology, University of Washington, Seattle, WA 98105
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13
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Zhang DC, Zhu X(S, Ritter K, Thiele A. Telling stories to communicate the value of the pre‐employment structured job interview. INTERNATIONAL JOURNAL OF SELECTION AND ASSESSMENT 2019. [DOI: 10.1111/ijsa.12264] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Don C. Zhang
- Department of Psychology Louisiana State Universitsy Baton Rouge Louisiana
| | | | - Kelsey‐Jo Ritter
- Department of Psychology Manchester University Fort Wayne Indiana
| | - Aneeqa Thiele
- Department of Psychology Louisiana State Universitsy Baton Rouge Louisiana
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14
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With a little help from my friends: Cultivating serendipity in online shopping environments. INFORMATION & MANAGEMENT 2019. [DOI: 10.1016/j.im.2018.06.001] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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15
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Culpepper SA, Aguinis H, Kern JL, Millsap R. High-Stakes Testing Case Study: A Latent Variable Approach for Assessing Measurement and Prediction Invariance. PSYCHOMETRIKA 2019; 84:285-309. [PMID: 30671788 DOI: 10.1007/s11336-018-9649-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Indexed: 06/09/2023]
Abstract
The existence of differences in prediction systems involving test scores across demographic groups continues to be a thorny and unresolved scientific, professional, and societal concern. Our case study uses a two-stage least squares (2SLS) estimator to jointly assess measurement invariance and prediction invariance in high-stakes testing. So, we examined differences across groups based on latent as opposed to observed scores with data for 176 colleges and universities from The College Board. Results showed that evidence regarding measurement invariance was rejected for the SAT mathematics (SAT-M) subtest at the 0.01 level for 74.5% and 29.9% of cohorts for Black versus White and Hispanic versus White comparisons, respectively. Also, on average, Black students with the same standing on a common factor had observed SAT-M scores that were nearly a third of a standard deviation lower than for comparable Whites. We also found evidence that group differences in SAT-M measurement intercepts may partly explain the well-known finding of observed differences in prediction intercepts. Additionally, results provided evidence that nearly a quarter of the statistically significant observed intercept differences were not statistically significant at the 0.05 level once predictor measurement error was accounted for using the 2SLS procedure. Our joint measurement and prediction invariance approach based on latent scores opens the door to a new high-stakes testing research agenda whose goal is to not simply assess whether observed group-based differences exist and the size and direction of such differences. Rather, the goal of this research agenda is to assess the causal chain starting with underlying theoretical mechanisms (e.g., contextual factors, differences in latent predictor scores) that affect the size and direction of any observed differences.
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Affiliation(s)
- Steven Andrew Culpepper
- Department of Statistics, University of Illinois at Urbana-Champaign, Champaign, IL, USA.
- Department of Psychology, Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, USA.
| | - Herman Aguinis
- Department of Management, School of Business, George Washington University, Washington, USA
| | - Justin L Kern
- Department of Educational Psychology, University of Illinois at Urbana-Champaign, Champaign, IL, USA
| | - Roger Millsap
- Department of Psychology, Arizona State University, Tempe, USA
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16
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From Cross-Cultural Economic Experiments to Experimental Indigenous Management Research – A Suggestion. MANAGEMENT AND ORGANIZATION REVIEW 2018. [DOI: 10.1017/mor.2018.39] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
ABSTRACTThis study provides an overview, categorization, and integration of what has been achieved in the niche of cross-culture experimental economics (CCEE) so far, aiming to inspire indigenous management researchers to extend their methodological toolbox by including experimental methods. As a result of the review, I find that most of the early studies lack depth and contextualization as well as detailed explanation aboutwhyhuman behavior differs. Hence, a better understanding about the influence of culture on economic decision-making is rather limited if it cannot be explained in more detail. In contrast, deep contextualization is a principle in indigenous management research (IMR). Both have so far not benefited from each other in the study of how culture affects human behavior, as both currently develop in parallel. Following the call for high-quality IMR (Tsui, 2004), this paper argues that an experimental methodology can make a contribution to IMR in the future by drawing on the strengths of both IMR (i.e., contextualization) and CCEE (i.e., methodology).
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17
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Lee J, Graves SB, Waddock S. Doing good does not preclude doing well: corporate responsibility and financial performance. SOCIAL RESPONSIBILITY JOURNAL 2018. [DOI: 10.1108/srj-03-2017-0044] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Purpose
This paper aims to propose and test a modified interpretation of long-standing issues on the corporate responsibility (CR)–corporate financial performance (CFP) relationship: companies involved in CR are in general no better and no worse in their level of financial performance than companies without such engagement because of the trade-off between benefit and cost at firm level and imbalance between supply and demand at industry (market) level.
Design/methodology/approach
The authors apply this frame to a data set with more than 12,000 observations over a 14-year period, using confidence intervals, as a useful and statistically valid approach for testing the null hypothesis.
Findings
The present study’s findings support neutrality between CR and CFP at the firm and industry levels, implying that a firm’s CR involvement neither penalizes nor improves its CFP.
Research limitations/implications
CR activities may provide windows of opportunity for companies but do not systematically improve financial performance.
Practical implications
“Doing good” is not a panacea for corporate achievement with respect to market-facing activities. For firms to succeed, instead, they need to create and implement their business cases and models by converting their involvement in CR activities into drivers for better outcomes because investments in CR practices do alone not guarantee improved financial performance.
Originality/value
The innovations in this study are twofold. Conceptually, this paper proposes a comprehensive approach for a neutral CR–CFP linkage. Empirically, it introduces a novel and appropriate method for testing neutrality. These will mark an important advance in the theoretical and empirical debates over CR and CFP.
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18
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Ng TWH, Yam KC, Aguinis H. Employee perceptions of corporate social responsibility: Effects on pride, embeddedness, and turnover. PERSONNEL PSYCHOLOGY 2018. [DOI: 10.1111/peps.12294] [Citation(s) in RCA: 108] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
- Thomas W. H. Ng
- Department of Management, Faculty of Business and Economics; The University of Hong Kong; Pok Fu Lam Hong Kong
| | - Kai Chi Yam
- Department of Management and Organization; National University of Singapore; Singapore
| | - Herman Aguinis
- Department of Management; George Washington University; Washington DC USA
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19
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Wang J, Lee YN, Walsh JP. Funding model and creativity in science: Competitive versus block funding and status contingency effects. RESEARCH POLICY 2018. [DOI: 10.1016/j.respol.2018.03.014] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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20
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Nair LB, Fatien Diochon P, Lassu RA, Tilleman SG. Let’s Perform and Paint! The Role of Creative Mediums in Enhancing Management Research Representation. JOURNAL OF MANAGEMENT INQUIRY 2018. [DOI: 10.1177/1056492618760723] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The limited reach of management research results in missed opportunities to support the decision-making processes of business professionals and policy makers. To strengthen the impact of management research and overcome barriers posed by text-heavy representation, we advocate for the use of creative mediums (e.g., collage, film, poetry) to showcase the product of an inquiry, either alone or as a supplement to traditional reporting. We provide a rationale for how these mediums trigger interest, foster a multisensory experience, convey complex meaning, and spark contemporary, inclusive dialogues. Each of the four rationales is discussed by showing an example of previous use, and explaining how the respective barrier to research representation is overcome. We finally offer recommendations for how management researchers can employ creative mediums to enhance the fertility of their work.
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Nye CD, Bradburn J, Olenick J, Bialko C, Drasgow F. How Big Are My Effects? Examining the Magnitude of Effect Sizes in Studies of Measurement Equivalence. ORGANIZATIONAL RESEARCH METHODS 2018. [DOI: 10.1177/1094428118761122] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
| | - Jacob Bradburn
- Department of Psychology, Michigan State University, MI, USA
| | - Jeffrey Olenick
- Department of Psychology, Michigan State University, MI, USA
| | | | - Fritz Drasgow
- Department of Psychology and School of Labor and Employment Relations, University of Illinois, Champaign, IL, USA
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22
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Beyond ANOVA: An Introduction to Structural Equation Models for Experimental Designs. ORGANIZATIONAL RESEARCH METHODS 2018. [DOI: 10.1177/1094428118754988] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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23
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Kepes S, Thomas MA. Assessing the robustness of meta-analytic results in information systems: publication bias and outliers. EUR J INFORM SYST 2018. [DOI: 10.1080/0960085x.2017.1390188] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Sven Kepes
- School of Business, Virginia Commonwealth University, Richmond, VA, USA
| | - Manoj A. Thomas
- School of Business, Virginia Commonwealth University, Richmond, VA, USA
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24
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Benjamin AJ, Kepes S, Bushman BJ. Effects of Weapons on Aggressive Thoughts, Angry Feelings, Hostile Appraisals, and Aggressive Behavior: A Meta-Analytic Review of the Weapons Effect Literature. PERSONALITY AND SOCIAL PSYCHOLOGY REVIEW 2017; 22:347-377. [DOI: 10.1177/1088868317725419] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
A landmark 1967 study showed that simply seeing a gun can increase aggression—called the “weapons effect.” Since 1967, many other studies have attempted to replicate and explain the weapons effect. This meta-analysis integrates the findings of weapons effect studies conducted from 1967 to 2017 and uses the General Aggression Model (GAM) to explain the weapons effect. It includes 151 effect-size estimates from 78 independent studies involving 7,668 participants. As predicted by the GAM, our naïve meta-analytic results indicate that the mere presence of weapons increased aggressive thoughts, hostile appraisals, and aggression, suggesting a cognitive route from weapons to aggression. Weapons did not significantly increase angry feelings. Yet, a comprehensive sensitivity analysis indicated that not all naïve mean estimates were robust to the presence of publication bias. In general, these results suggest that the published literature tends to overestimate the weapons effect for some outcomes and moderators.
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Affiliation(s)
| | - Sven Kepes
- Virginia Commonwealth University, Richmond, USA
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Wenzel R, Van Quaquebeke N. The Double-Edged Sword of Big Data in Organizational and Management Research. ORGANIZATIONAL RESEARCH METHODS 2017. [DOI: 10.1177/1094428117718627] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
While many disciplines embrace the possibilities that Big Data present for advancing scholarship and practice, organizational and management research has yet to realize Big Data’s potential. In an effort to chart this newfound territory, we briefly describe the principal drivers and key characteristics of Big Data. We then review a broad range of opportunities and risks that are related to the Big Data paradigm, the data itself, and the associated analytical methods. For each, we provide research ideas and recommendations on how to embrace the potentials or address the concerns. Our assessment shows that Big Data, as a paradigm, can be a double- edged sword, capable of significantly advancing our field but also causing backlash if not utilized properly. Our review seeks to inform individual research practices as well as a broader policy agenda in order to advance organizational and management research as a scientifically rigorous and professionally relevant field.
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Affiliation(s)
- Ramon Wenzel
- Business School, University of Western Australia, Perth, WA, Australia
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26
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Not Just How Much You Know: Interactional Effect of Cultural Knowledge and Metacognition on Creativity in a Global Context—ADDENDUM. MANAGEMENT AND ORGANIZATION REVIEW 2017. [DOI: 10.1017/mor.2017.23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
In view of MOR's recent changes to editorial policies (Lewin et al., 2016), this addendum is created to provide greater data transparency and richer discussions of our findings and their implications.
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27
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Gardner RG, Harris TB, Li N, Kirkman BL, Mathieu JE. Understanding “It Depends” in Organizational Research. ORGANIZATIONAL RESEARCH METHODS 2017. [DOI: 10.1177/1094428117708856] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The study of interaction effects is critical for creating, extending, and bounding theory in organizational research. Integrating and extending prior work, we present a taxonomy of two-way interaction effects that can guide organizational scholars toward clearer, more precise ways of developing theory, advancing hypotheses, and interpreting results. Specifically, we identify three primary interaction types, including strengthening, weakening, and reversing effects. In addition, we explore subcategories within these interaction types. Our review of articles published in leading management and applied psychology journals from 2009 to 2013 supports the generalizability of this framework. We offer specific recommendations for using this taxonomy to deliver more precise development, testing, and interpretation of interaction hypotheses.
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Affiliation(s)
- Richard G. Gardner
- Management, Entrepreneurship, and Technology Department, Lee Business School, University of Nevada, Las Vegas, Las Vegas, NV, USA
| | - T. Brad Harris
- Department of Management, Entrepreneurship, and Leadership, Neeley School of Business, Texas Christian University, Fort Worth, TX, USA
| | - Ning Li
- Department of Management & Organizations, Tippie College of Business, University of Iowa, Iowa City, IA, USA
| | - Bradley L. Kirkman
- Management, Innovation, and Entrepreneurship Department, Poole College of Management, North Carolina State University, Raleigh, NC, USA
| | - John E. Mathieu
- School of Business, University of Connecticut, Storrs, CT, USA
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28
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Adapting Nonprofit Resources to New Social Demands: The Food Banks in Spain. SUSTAINABILITY 2017. [DOI: 10.3390/su9040643] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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29
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Governance and governmentality in projects: Profiles and relationships with success. INTERNATIONAL JOURNAL OF PROJECT MANAGEMENT 2017. [DOI: 10.1016/j.ijproman.2017.01.007] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Wright PM, Ulrich MD. A Road Well Traveled: The Past, Present, and Future Journey of Strategic Human Resource Management. ANNUAL REVIEW OF ORGANIZATIONAL PSYCHOLOGY AND ORGANIZATIONAL BEHAVIOR 2017. [DOI: 10.1146/annurev-orgpsych-032516-113052] [Citation(s) in RCA: 75] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
This article provides an overview of the field of strategic human resource management (SHRM) by tracing its roots, describing its current state, and predicting its future directions. We discuss some past stages in the evolution of the field, including eras of conceptual models, empirical examinations, and empirical critiques. We then discuss the present state regarding theory, the human resources (HR) system–performance relationship, multilevel analyses, fit and flexibility, and international HR research. Finally, we propose that future research needs to be more rigorous, more multilevel, more global, more focused on human capital, more integrated with strategy, and more integrated with practice.
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Affiliation(s)
- Patrick M. Wright
- Department of Management, Darla Moore School of Business, University of South Carolina, Columbia, South Carolina 29208
| | - Michael D. Ulrich
- Department of Management, Jon M. Huntsman School of Business, Utah State University, Logan, Utah 84322
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31
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González-Romá V, Hernández A. Multilevel Modeling: Research-Based Lessons for Substantive Researchers. ANNUAL REVIEW OF ORGANIZATIONAL PSYCHOLOGY AND ORGANIZATIONAL BEHAVIOR 2017. [DOI: 10.1146/annurev-orgpsych-041015-062407] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Organizations are multilevel systems. Most organizational phenomena are multilevel in nature, and their understanding involves variables (e.g., antecedents and consequences) that reside at different levels. The investigation of these phenomena requires appropriate analytical methods: multilevel modeling. These techniques are becoming increasingly popular among organizational psychology and organizational behavior (OPOB) researchers. In this article we review the literature that has evaluated the performance of multilevel modeling techniques to test multilevel direct and indirect effects and cross-level interactions. We also provide guidelines for OPOB researchers about the appropriate use of these techniques, and we suggest ways these techniques can contribute to theoretical advancement and research development in OPOB.
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Affiliation(s)
- Vicente González-Romá
- Research Institute of Personnel Psychology, Organizational Development, and Quality of Working Life (Idocal), Faculty of Psychology, University of Valencia, 46010 Valencia, Spain;,
| | - Ana Hernández
- Research Institute of Personnel Psychology, Organizational Development, and Quality of Working Life (Idocal), Faculty of Psychology, University of Valencia, 46010 Valencia, Spain;,
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Molina-Azorin JF, Bergh DD, Corley KG, Ketchen DJ. Mixed Methods in the Organizational Sciences. ORGANIZATIONAL RESEARCH METHODS 2017. [DOI: 10.1177/1094428116687026] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
A growing methodological trend is emerging from the recognition that integrating qualitative and quantitative methods in the same study, that is, employing a mixed methods approach, can provide the necessary empirical intricacy and rigor to match the complexities of organizational phenomena. The authors describe opportunities and challenges of mixed methods research in the organizational sciences, explain how the articles offered in this Feature Topic help to advance mixed methods in our field, and offer suggestions for future work that may create additional progress.
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Affiliation(s)
| | - Donald D. Bergh
- Department of Management, Daniels College of Business, University of Denver, Denver, CO, USA
| | - Kevin G. Corley
- Department of Management and Entrepreneurship, W. P. Carey School of Business, Arizona State University, Tempe, AZ, USA
| | - David J. Ketchen
- Department of Management, Harbert College of Business, Auburn University, Auburn, AL, USA
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The Critique of Empirical Social Science: New Policies at Management and Organization Review. MANAGEMENT AND ORGANIZATION REVIEW 2016. [DOI: 10.1017/mor.2016.43] [Citation(s) in RCA: 49] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
At the June 2016 meeting of the International Association for Chinese Management Research, MOR organized a symposium to discuss the mounting criticisms of empirical social science and subsequent changes, as part of ongoing discussions affecting journal reviewing policies. This article overviews the history of modern empirical social science as the foundation of management, organization, and strategy research and the criticism of social science research, which has reached the point that some critics refer to current publication norms as encouraging and enabling the publication of junk science. Most importantly, however, this article outlines MOR's strategy going forward and the new reviewing initiatives that MOR is implementing as of Volume 13 (2017).
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Wang G, Holmes RM, Oh IS, Zhu W. Do CEOs Matter to Firm Strategic Actions and Firm Performance? A Meta-Analytic Investigation Based on Upper Echelons Theory. PERSONNEL PSYCHOLOGY 2016. [DOI: 10.1111/peps.12140] [Citation(s) in RCA: 169] [Impact Index Per Article: 18.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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35
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Paterson TA, Harms P, Steel P, Credé M. An Assessment of the Magnitude of Effect Sizes. JOURNAL OF LEADERSHIP & ORGANIZATIONAL STUDIES 2015. [DOI: 10.1177/1548051815614321] [Citation(s) in RCA: 100] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
This study compiles information from more than 250 meta-analyses conducted over the past 30 years to assess the magnitude of reported effect sizes in the organizational behavior (OB)/human resources (HR) literatures. Our analysis revealed an average uncorrected effect of r = .227 and an average corrected effect of ρ = .278 ( SDρ = .140). Based on the distribution of effect sizes we report, Cohen’s effect size benchmarks are not appropriate for use in OB/HR research as they overestimate the actual breakpoints between small, medium, and large effects. We also assessed the average statistical power reported in meta-analytic conclusions and found substantial evidence that the majority of primary studies in the management literature are statistically underpowered. Finally, we investigated the impact of the file drawer problem in meta-analyses and our findings indicate that the file drawer problem is not a significant concern for meta-analysts. We conclude by discussing various implications of this study for OB/HR researchers.
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Affiliation(s)
| | - P.D. Harms
- University of Alabama, Tuscaloosa, AL, USA
| | - Piers Steel
- University of Calgary, Calgary, Alberta, Canada
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Kepes S, McDaniel MA. The Validity of Conscientiousness Is Overestimated in the Prediction of Job Performance. PLoS One 2015; 10:e0141468. [PMID: 26517553 PMCID: PMC4627756 DOI: 10.1371/journal.pone.0141468] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2015] [Accepted: 10/08/2015] [Indexed: 11/19/2022] Open
Abstract
Introduction Sensitivity analyses refer to investigations of the degree to which the results of a meta-analysis remain stable when conditions of the data or the analysis change. To the extent that results remain stable, one can refer to them as robust. Sensitivity analyses are rarely conducted in the organizational science literature. Despite conscientiousness being a valued predictor in employment selection, sensitivity analyses have not been conducted with respect to meta-analytic estimates of the correlation (i.e., validity) between conscientiousness and job performance. Methods To address this deficiency, we reanalyzed the largest collection of conscientiousness validity data in the personnel selection literature and conducted a variety of sensitivity analyses. Results Publication bias analyses demonstrated that the validity of conscientiousness is moderately overestimated (by around 30%; a correlation difference of about .06). The misestimation of the validity appears to be due primarily to suppression of small effects sizes in the journal literature. These inflated validity estimates result in an overestimate of the dollar utility of personnel selection by millions of dollars and should be of considerable concern for organizations. Conclusion The fields of management and applied psychology seldom conduct sensitivity analyses. Through the use of sensitivity analyses, this paper documents that the existing literature overestimates the validity of conscientiousness in the prediction of job performance. Our data show that effect sizes from journal articles are largely responsible for this overestimation.
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Affiliation(s)
- Sven Kepes
- Department of Management, School of Business, Virginia Commonwealth University, Richmond, Virginia, United States of America
- * E-mail:
| | - Michael A. McDaniel
- Department of Management, School of Business, Virginia Commonwealth University, Richmond, Virginia, United States of America
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37
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Bosco FA, Aguinis H, Field JG, Pierce CA, Dalton DR. HARKing's Threat to Organizational Research: Evidence From Primary and Meta-Analytic Sources. PERSONNEL PSYCHOLOGY 2015. [DOI: 10.1111/peps.12111] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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38
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Developing agency through good work: Longitudinal effects of job autonomy and skill utilization on locus of control. JOURNAL OF VOCATIONAL BEHAVIOR 2015. [DOI: 10.1016/j.jvb.2015.05.004] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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39
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Briner RB, Walshe ND. An evidence-based approach to improving the quality of resource-oriented well-being interventions at work. JOURNAL OF OCCUPATIONAL AND ORGANIZATIONAL PSYCHOLOGY 2015. [DOI: 10.1111/joop.12133] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
| | - Neil D. Walshe
- School of Management; University of San Francisco; California USA
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40
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Frieder RE, Van Iddekinge CH, Raymark PH. How quickly do interviewers reach decisions? An examination of interviewers' decision-making time across applicants. JOURNAL OF OCCUPATIONAL AND ORGANIZATIONAL PSYCHOLOGY 2015. [DOI: 10.1111/joop.12118] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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41
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Aguinis H, Culpepper SA. An Expanded Decision-Making Procedure for Examining Cross-Level Interaction Effects With Multilevel Modeling. ORGANIZATIONAL RESEARCH METHODS 2015. [DOI: 10.1177/1094428114563618] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Cross-level interaction effects lay at the heart of multilevel contingency and interactionism theories. Also, practitioners are particularly interested in such effects because they provide information on the contextual conditions and processes under which interventions focused on individuals (e.g., selection, leadership training, performance appraisal, and management) result in more or less positive outcomes. We derive a new intraclass correlation, ρβ, to assess the degree of lower-level outcome variance that is attributed to higher-level differences in slope coefficients. We provide analytical and empirical evidence that ρβ is an index of variance that differs from the traditional intraclass correlation ρα and use data from recently published articles to illustrate that ρα assesses differences across collectives and higher-level processes (e.g., teams, leadership styles, reward systems) but ignores the variance attributed to differences in lower-level relationships (e.g., individual level job satisfaction and individual level performance). Because ρα and ρβ provide information on two different sources of variability in the data structure (i.e., differences in means and differences in relationships, respectively), our results suggest that researchers contemplating the use of multilevel modeling, as well those who suspect nonindependence in their data structure, should expand the decision criteria for using multilevel approaches to include both types of intraclass correlations. To facilitate this process, we offer an illustrative data set and the icc beta R package for computing ρβ in single- and multiple-predictor situations and make them available through the Comprehensive R Archive Network (i.e., CRAN).
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Affiliation(s)
- Herman Aguinis
- Department of Management and Entrepreneurship, Kelley School of Business, Indiana University, Bloomington, IN, USA
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42
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Banks GC, McDaniel MA. The Kryptonite of Evidence-Based I–O Psychology. INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY-PERSPECTIVES ON SCIENCE AND PRACTICE 2015. [DOI: 10.1111/j.1754-9434.2010.01292.x] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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43
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Pemer F, Sieweke J, Werr A, Birkner S, Mohe M. The cultural embeddedness of professional service purchasing—A comparative study of German and Swedish companies. JOURNAL OF PURCHASING AND SUPPLY MANAGEMENT 2014. [DOI: 10.1016/j.pursup.2014.05.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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44
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Ma X, Kim SH, Kim SS. Online Gambling Behavior: The Impacts of Cumulative Outcomes, Recent Outcomes, and Prior Use. INFORMATION SYSTEMS RESEARCH 2014. [DOI: 10.1287/isre.2014.0517] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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45
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LaHuis DM, Hartman MJ, Hakoyama S, Clark PC. Explained Variance Measures for Multilevel Models. ORGANIZATIONAL RESEARCH METHODS 2014. [DOI: 10.1177/1094428114541701] [Citation(s) in RCA: 110] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
One challenge in using multilevel models is determining how to report the amount of explained variance. In multilevel models, explained variance can be reported for each level or for the total model. Existing measures have been based primarily on the reduction of variance components across models. However, these measures have not been reported consistently because they have some undesirable properties. The present study is one of the first to evaluate the accuracy of these measures using Monte Carlo simulations. In addition, a measure based on the full partitioning of variance in multilevel models was examined. With the exception of the Level 2 explained variance measure, all other measures performed well across our simulated conditions.
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Affiliation(s)
- David M. LaHuis
- Department of Psychology, Wright State University, Dayton, OH, USA
| | | | - Shotaro Hakoyama
- Department of Psychology, Wright State University, Dayton, OH, USA
| | - Patrick C. Clark
- Department of Psychology, Wright State University, Dayton, OH, USA
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Zimmermann F, Foerstl K. A Meta-Analysis of the “Purchasing and Supply Management Practice-Performance Link”. JOURNAL OF SUPPLY CHAIN MANAGEMENT 2014. [DOI: 10.1111/jscm.12051] [Citation(s) in RCA: 80] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Aguinis H, Vandenberg RJ. An Ounce of Prevention Is Worth a Pound of Cure: Improving Research Quality Before Data Collection. ANNUAL REVIEW OF ORGANIZATIONAL PSYCHOLOGY AND ORGANIZATIONAL BEHAVIOR 2014. [DOI: 10.1146/annurev-orgpsych-031413-091231] [Citation(s) in RCA: 172] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
We rely on classic as well as recently published sources to offer a review of theory, research design, and measurement issues that should be considered prior to conducting any empirical study. First, we examine theory-related issues that should be addressed before research design and measurement considerations. Specifically, we discuss how to make meaningful theoretical progress including the use of inductive and deductive approaches, address an important issue, and conduct research with a practical end in mind. Second, we offer recommendations regarding research design, including how to address the low statistical power challenge, design studies that strengthen inferences about causal relationships, and use control variables appropriately. Finally, we address measurement issues. Specifically, we discuss how to improve the link between underlying constructs and their observable indicators. Our review offers a checklist for use by researchers to improve research quality prior to data collection and by journal editors and reviewers to evaluate the quality of submitted manuscripts.
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Affiliation(s)
- Herman Aguinis
- Department of Management and Entrepreneurship, Kelley School of Business, Indiana University, Bloomington, Indiana 47405
| | - Robert J. Vandenberg
- Department of Management, Terry College of Business, The University of Georgia, Athens, Georgia 30602
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Liu X, Lu J, Choi SJ. Bridging Knowledge Gaps: Returnees and Reverse Knowledge Spillovers from Chinese Local Firms to Foreign Firms. MANAGEMENT INTERNATIONAL REVIEW 2013. [DOI: 10.1007/s11575-013-0185-0] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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49
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Rupp DE, Shao R, Thornton MA, Skarlicki DP. Applicants' and Employees' Reactions to Corporate Social Responsibility: The Moderating Effects of First-Party Justice Perceptions and Moral Identity. PERSONNEL PSYCHOLOGY 2013. [DOI: 10.1111/peps.12030] [Citation(s) in RCA: 322] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
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50
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Aguinis H, Gottfredson RK, Joo H. Best-Practice Recommendations for Defining, Identifying, and Handling Outliers. ORGANIZATIONAL RESEARCH METHODS 2013. [DOI: 10.1177/1094428112470848] [Citation(s) in RCA: 504] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The presence of outliers, which are data points that deviate markedly from others, is one of the most enduring and pervasive methodological challenges in organizational science research. We provide evidence that different ways of defining, identifying, and handling outliers alter substantive research conclusions. Then, we report results of a literature review of 46 methodological sources (i.e., journal articles, book chapters, and books) addressing the topic of outliers, as well as 232 organizational science journal articles mentioning issues about outliers. Our literature review uncovered (a) 14 unique and mutually exclusive outlier definitions, 39 outlier identification techniques, and 20 different ways of handling outliers; (b) inconsistencies in how outliers are defined, identified, and handled in various methodological sources; and (c) confusion and lack of transparency in how outliers are addressed by substantive researchers. We offer guidelines, including decision-making trees, that researchers can follow to define, identify, and handle error, interesting, and influential (i.e., model fit and prediction) outliers. Although our emphasis is on regression, structural equation modeling, and multilevel modeling, our general framework forms the basis for a research agenda regarding outliers in the context of other data-analytic approaches. Our recommendations can be used by authors as well as journal editors and reviewers to improve the consistency and transparency of practices regarding the treatment of outliers in organizational science research.
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Affiliation(s)
- Herman Aguinis
- Department of Management and Entrepreneurship, Kelley School of Business, Indiana University, Bloomington, IN, USA
| | - Ryan K. Gottfredson
- Department of Management and Entrepreneurship, Kelley School of Business, Indiana University, Bloomington, IN, USA
| | - Harry Joo
- Department of Management and Entrepreneurship, Kelley School of Business, Indiana University, Bloomington, IN, USA
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